## What's Changed

### 新增
- 支持 QQ 官方机器人平台发送 Markdown 消息，提升富文本消息呈现能力 ([#5173](https://github.com/AstrBotDevs/AstrBot/issues/5173))。
- 新增在插件市场中集成随机插件推荐能力 ([#5190](https://github.com/AstrBotDevs/AstrBot/issues/5190))。
- 新增插件错误钩子（plugin error hook），支持自定义错误路由处理，便于插件统一异常控制 ([#5192](https://github.com/AstrBotDevs/AstrBot/issues/5192))。

### 修复
- 修复全部 LLM Provider 失败时重复显示错误信息的问题，减少冗余报错干扰 ([#5183](https://github.com/AstrBotDevs/AstrBot/issues/5183))。
- 修复从“选择配置文件”进入配置管理后直接关闭弹窗时，显示配置文件不正确的问题 ([#5174](https://github.com/AstrBotDevs/AstrBot/issues/5174))。

### 优化
- 重构 telegram `Voice_messages_forbidden` 回退逻辑，提取为共享辅助方法并引入类型化 `BadRequest` 异常，提升异常处理一致性 ([#5204](https://github.com/AstrBotDevs/AstrBot/issues/5204))。

### 其他
- 更新 README 相关文档内容。
- 执行 `ruff format` 代码格式整理。

## What's Changed (EN)

### New Features
- Added a plugin error hook for custom error routing, enabling unified exception handling in plugins ([#5192](https://github.com/AstrBotDevs/AstrBot/issues/5192)).
- Added Markdown message sending support for `qqofficial` to improve rich-text delivery ([#5173](https://github.com/AstrBotDevs/AstrBot/issues/5173)).
- Added the `MarketPluginCard` component and integrated random plugin recommendations in the extension marketplace ([#5190](https://github.com/AstrBotDevs/AstrBot/issues/5190)).
- Added support for the `aihubmix` provider.
- Added LINE support notes to multilingual README files.

### Fixes
- Fixed duplicate error messages when all LLM providers fail, reducing noisy error output ([#5183](https://github.com/AstrBotDevs/AstrBot/issues/5183)).
- Fixed incorrect displayed profile after opening configuration management from profile selection and closing the dialog directly ([#5174](https://github.com/AstrBotDevs/AstrBot/issues/5174)).

### Improvements
- Refactored `Voice_messages_forbidden` fallback logic into a shared helper and introduced a typed `BadRequest` exception for more consistent error handling ([#5204](https://github.com/AstrBotDevs/AstrBot/issues/5204)).

### Others
- Updated README documentation.
- Applied `ruff format` code formatting.